{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "68589c6e",
   "metadata": {},
   "source": [
    "### Correlation of covariates with inactive genes "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "330ef1d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path \n",
    "import pandas as pd \n",
    "from statsmodels.stats import multitest\n",
    "import numpy as np\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.style as style\n",
    "from matplotlib import pyplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "415b4118",
   "metadata": {},
   "outputs": [],
   "source": [
    "wkdir=\"/lustre/scratch126/humgen/projects/interval_rna/interval_rna_seq/thomasVDS/misexpression_v3\"\n",
    "wkdir_path = Path(wkdir)\n",
    "\n",
    "cov_corr_dir = wkdir_path.joinpath(\"2_misexp_qc/misexp_cov_corr\")\n",
    "inactive_genes_path = wkdir_path.joinpath(\"1_rna_seq_qc/gene_sets/inactive_genes_8779.txt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d26beafe",
   "metadata": {},
   "outputs": [],
   "source": [
    "# variables \n",
    "spearman_cutoff=0.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b7f74312",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of inactive genes: 8779\n"
     ]
    }
   ],
   "source": [
    "inactive_genes = pd.read_csv(inactive_genes_path, sep=\"\\t\", header=None)[0].tolist()\n",
    "num_inactive_genes = len(set(inactive_genes))\n",
    "print(f\"Number of inactive genes: {num_inactive_genes}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "278e0f50",
   "metadata": {},
   "outputs": [],
   "source": [
    "misexp_cov_corr_path = wkdir_path.joinpath(f\"2_misexp_qc/misexp_cov_corr/interval_gene_cov_corr.tsv\")\n",
    "misexp_cov_corr_df = pd.read_csv(misexp_cov_corr_path, sep=\"\\t\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ab02f86d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of genes with correlations: 8779\n",
      "Number of covariates with correlations: 260\n"
     ]
    }
   ],
   "source": [
    "print(f\"Number of genes with correlations: {len(misexp_cov_corr_df.gene_id.unique())}\")\n",
    "print(f\"Number of covariates with correlations: {len(misexp_cov_corr_df.covariate.unique())}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6da368de",
   "metadata": {},
   "outputs": [],
   "source": [
    "# multiple testing correction \n",
    "misexp_cov_corr_nonan_df = misexp_cov_corr_df[~misexp_cov_corr_df.spearman.isna()].copy()\n",
    "pval_as_array = misexp_cov_corr_nonan_df.pval.to_numpy()\n",
    "for method in [\"fdr_bh\", \"bonferroni\"]:\n",
    "    pass_test, pval_adj, _, _ = multitest.multipletests(pval_as_array, alpha=0.05, method=method)\n",
    "    misexp_cov_corr_nonan_df[f\"{method}_pass\"] = pass_test\n",
    "    misexp_cov_corr_nonan_df[f\"{method}_pval_adj\"] = pval_adj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2e346a86",
   "metadata": {},
   "outputs": [],
   "source": [
    "# analysis of different spearman cutoffs \n",
    "gene_fail_qc_spearman_cutoffs_list = []\n",
    "for spearmanr in [0.2, 0.25, 0.3, 0.4, 0.5, 0.6]: \n",
    "    gene_fail_df = misexp_cov_corr_nonan_df[(misexp_cov_corr_nonan_df.fdr_bh_pass) & \n",
    "                                            (misexp_cov_corr_nonan_df.spearman.abs() > spearmanr)]\n",
    "    gene_fail_qc_count_df = gene_fail_df.groupby(\"name\", as_index=False).gene_id.nunique()\n",
    "    gene_fail_qc_count_df = gene_fail_qc_count_df.rename(columns={\"gene_id\": \"gene_fail\"})\n",
    "    gene_fail_qc_proport_df = gene_fail_qc_count_df.copy()\n",
    "    gene_fail_qc_proport_df[\"perc_gene_fail\"] = (gene_fail_qc_proport_df.gene_fail/num_inactive_genes) * 100\n",
    "    gene_fail_qc_proport_df[\"spearman_cutoff\"] = spearmanr\n",
    "    gene_fail_qc_spearman_cutoffs_list.append(gene_fail_qc_proport_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "247a046d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gene_fail_qc_spearman_cutoffs_df = pd.concat(gene_fail_qc_spearman_cutoffs_list)\n",
    "sns.barplot(data=gene_fail_qc_spearman_cutoffs_df, \n",
    "            x= \"spearman_cutoff\", \n",
    "            y=\"perc_gene_fail\")\n",
    "plt.ylim(0, 15)\n",
    "plt.title('INTERVAL')\n",
    "plt.xlabel(\"Spearman cutoff\")\n",
    "plt.ylabel(\"% genes fail QC\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "71ba1106",
   "metadata": {},
   "outputs": [],
   "source": [
    "spearman_cutoff = 0.2\n",
    "gene_fail_df = misexp_cov_corr_nonan_df[(misexp_cov_corr_nonan_df.fdr_bh_pass) & \n",
    "                                        (misexp_cov_corr_nonan_df.spearman.abs() > spearman_cutoff)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "f1022b16",
   "metadata": {},
   "outputs": [],
   "source": [
    "count_gene_fail_cov_df = gene_fail_df.groupby([\"covariate\", \"name\"], as_index=False).gene_id.nunique()\n",
    "count_gene_fail_cov_df  = count_gene_fail_cov_df.rename(columns={\"gene_id\": \"gene_count\"})\n",
    "count_gene_fail_cov_df[\"gene_proport\"] = (count_gene_fail_cov_df.gene_count/num_inactive_genes) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "5f393c5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>covariate</th>\n",
       "      <th>name</th>\n",
       "      <th>gene_count</th>\n",
       "      <th>gene_proport</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Unassigned_MultiMapping</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>num_reads</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>NEUT_10_9_L___RNA_imptd</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>RawReadDepth_fromFastQFile</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>MONO_PCT___RNA_imptd</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>EO_PCT___RNA_imptd</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>GMP</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>HFR_PCT___RNA_imptd</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>IRF_PCT___RNA_imptd</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>LFR_PCT___RNA_imptd</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>MFR_PCT___RNA_imptd</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>MSC</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>RET_PCT___RNA_imptd</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Mast cells</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>NEUT_PCT___RNA_imptd</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>NEUTx_10_9_L___RNA_imptd</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>NEUTx_PCT___RNA_imptd</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>PEER10</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>PEER16</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>sequencingBatch_15</td>\n",
       "      <td>interval</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011391</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     covariate      name  gene_count  gene_proport\n",
       "56     Unassigned_MultiMapping  interval           1      0.011391\n",
       "63                   num_reads  interval           1      0.011391\n",
       "36     NEUT_10_9_L___RNA_imptd  interval           1      0.011391\n",
       "53  RawReadDepth_fromFastQFile  interval           1      0.011391\n",
       "25        MONO_PCT___RNA_imptd  interval           1      0.011391\n",
       "13          EO_PCT___RNA_imptd  interval           1      0.011391\n",
       "17                         GMP  interval           1      0.011391\n",
       "18         HFR_PCT___RNA_imptd  interval           1      0.011391\n",
       "20         IRF_PCT___RNA_imptd  interval           1      0.011391\n",
       "22         LFR_PCT___RNA_imptd  interval           1      0.011391\n",
       "24         MFR_PCT___RNA_imptd  interval           1      0.011391\n",
       "26                         MSC  interval           1      0.011391\n",
       "52         RET_PCT___RNA_imptd  interval           1      0.011391\n",
       "30                  Mast cells  interval           1      0.011391\n",
       "37        NEUT_PCT___RNA_imptd  interval           1      0.011391\n",
       "38    NEUTx_10_9_L___RNA_imptd  interval           1      0.011391\n",
       "39       NEUTx_PCT___RNA_imptd  interval           1      0.011391\n",
       "43                      PEER10  interval           1      0.011391\n",
       "45                      PEER16  interval           1      0.011391\n",
       "71          sequencingBatch_15  interval           1      0.011391"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count_gene_fail_cov_df.sort_values(by=\"gene_proport\", ascending=False).tail(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b4e6c752",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'gene_cov_pass_fdr_bh_df' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_153609/4248885585.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# proportion of genes that fail due to each covariate\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mcount_gene_fail_cov_df\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgene_cov_pass_fdr_bh_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"covariate\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"tissue_name\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mas_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgene_id\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnunique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0;31m# convert to matrix\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mcount_gene_fail_cov_mtx_df\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcount_gene_fail_cov_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpivot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"tissue_name\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"covariate\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfillna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mcount_gene_fail_cov_mtx_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcount_gene_fail_cov_mtx_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdroplevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'gene_cov_pass_fdr_bh_df' is not defined"
     ]
    }
   ],
   "source": [
    "# proportion of genes that fail due to each covariate  \n",
    "count_gene_fail_cov_df = gene_cov_pass_fdr_bh_df.groupby([\"covariate\", \"tissue_name\"], as_index=False).gene_id.nunique()\n",
    "# convert to matrix \n",
    "count_gene_fail_cov_mtx_df = count_gene_fail_cov_df.pivot(columns=\"tissue_name\", index=\"covariate\").fillna(0)\n",
    "count_gene_fail_cov_mtx_df.columns = count_gene_fail_cov_mtx_df.columns.droplevel()\n",
    "# add covariates not associated with any genes \n",
    "missing_covariates = [covariate for covariate in covariates if covariate not in count_gene_fail_cov_mtx_df.index]# divide by number of genes that fail QC \n",
    "missing_covariates_df = pd.DataFrame([[0]*len(count_gene_fail_cov_mtx_df.columns)],columns=count_gene_fail_cov_mtx_df.columns, index=missing_covariates)\n",
    "count_gene_fail_all_cov_mtx_df = pd.concat([count_gene_fail_cov_mtx_df, missing_covariates_df])\n",
    "\n",
    "count_gene_fail_cov_mtx_tp_df = count_gene_fail_all_cov_mtx_df.transpose()\n",
    "count_gene_fail_cov_mtx_tp_srtd_df = count_gene_fail_cov_mtx_tp_df.sort_index(ascending=True)\n",
    "gene_fail_ordered_df = gene_fail_qc_proport_df.set_index(\"tissue_name\").sort_index(ascending=True)\n",
    "# calculate proportion across all tissue-covariate pairs \n",
    "proport_gene_fail_cov_mtx_df = count_gene_fail_cov_mtx_tp_srtd_df.div(gene_fail_ordered_df.gene_fail, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "b528210b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ordering covariates \n",
    "\n",
    "eqtl_covariates = ['PC1', 'PC2', 'PC3', 'PC4', 'PC5', 'InferredCov1', 'InferredCov2',\n",
    "                   'InferredCov3', 'InferredCov4', 'InferredCov5', 'InferredCov6',\n",
    "                   'InferredCov7', 'InferredCov8', 'InferredCov9', 'InferredCov10',\n",
    "                   'InferredCov11', 'InferredCov12', 'InferredCov13', 'InferredCov14',\n",
    "                   'InferredCov15', 'InferredCov16', 'InferredCov17', 'InferredCov18',\n",
    "                   'InferredCov19', 'InferredCov20', 'InferredCov21', 'InferredCov22',\n",
    "                   'InferredCov23', 'InferredCov24', 'InferredCov25', 'InferredCov26',\n",
    "                   'InferredCov27', 'InferredCov28', 'InferredCov29', 'InferredCov30',\n",
    "                   'InferredCov31', 'InferredCov32', 'InferredCov33', 'InferredCov34',\n",
    "                   'InferredCov35', 'InferredCov36', 'InferredCov37', 'InferredCov38',\n",
    "                   'InferredCov39', 'InferredCov40', 'InferredCov41', 'InferredCov42',\n",
    "                   'InferredCov43', 'InferredCov44', 'InferredCov45', 'InferredCov46',\n",
    "                   'InferredCov47', 'InferredCov48', 'InferredCov49', 'InferredCov50',\n",
    "                   'InferredCov51', 'InferredCov52', 'InferredCov53', 'InferredCov54',\n",
    "                   'InferredCov55', 'InferredCov56', 'InferredCov57', 'InferredCov58',\n",
    "                   'InferredCov59', 'InferredCov60', 'pcr','platform', 'sex', 'read_depth'] \n",
    "        \n",
    "        \n",
    "xcell_covariates = ['Adipocytes', 'Astrocytes', 'B-cells', 'Basophils', 'CD4+ T-cells', 'CD4+ Tcm', \n",
    "                    'CD4+ Tem', 'CD4+ memory T-cells', 'CD4+ naive T-cells', 'CD8+ T-cells', 'CD8+ Tcm', \n",
    "                    'CD8+ Tem', 'CD8+ naive T-cells', 'CLP', 'CMP', 'Chondrocytes', \n",
    "                    'Class-switched memory B-cells', 'DC', 'Endothelial cells', 'Eosinophils', \n",
    "                    'Epithelial cells', 'Erythrocytes', 'Fibroblasts', 'GMP', 'HSC', 'Hepatocytes', \n",
    "                    'ImmuneScore', 'Keratinocytes', 'MEP', 'MPP', 'MSC', 'Macrophages', 'Macrophages M1', \n",
    "                    'Macrophages M2', 'Mast cells', 'Megakaryocytes', 'Melanocytes', 'Memory B-cells', \n",
    "                    'Mesangial cells', 'MicroenvironmentScore', 'Monocytes', 'Myocytes', 'NK cells', 'NKT', \n",
    "                    'Neurons', 'Neutrophils', 'Osteoblast', 'Pericytes', 'Plasma cells', 'Platelets', \n",
    "                    'Preadipocytes', 'Sebocytes', 'Skeletal muscle', 'Smooth muscle', 'StromaScore', \n",
    "                    'Tgd cells', 'Th1 cells', 'Th2 cells', 'Tregs', 'aDC', 'cDC', 'iDC', \n",
    "                    'ly Endothelial cells', 'mv Endothelial cells', 'naive B-cells', 'pDC', \n",
    "                    'pro B-cells']\n",
    "covariates = eqtl_covariates + xcell_covariates\n",
    "\n",
    "proport_gene_fail_cov_mtx_df = proport_gene_fail_cov_mtx_df.transpose().loc[covariates]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "c8a6219d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1490b4185910>"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x2500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 25))\n",
    "sns.heatmap(proport_gene_fail_cov_mtx_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "620c1537",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_tissues_gene_fail_qc_proport_mtx_path = wkdir_path.joinpath(\"2_misexp_qc/misexp_cov_corr/all_tissues_gene_fail_qc_proport_mtx.tsv\")\n",
    "all_tissues_gene_fail_qc_proport_df.to_csv(all_tissues_gene_fail_qc_proport_path, sep=\"\\t\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "df2f7c9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ordering covariates \n",
    "\n",
    "eqtl_covariates = ['PC1', 'PC2', 'PC3', 'PC4', 'PC5', 'InferredCov1', 'InferredCov2',\n",
    "                   'InferredCov3', 'InferredCov4', 'InferredCov5', 'InferredCov6',\n",
    "                   'InferredCov7', 'InferredCov8', 'InferredCov9', 'InferredCov10',\n",
    "                   'InferredCov11', 'InferredCov12', 'InferredCov13', 'InferredCov14',\n",
    "                   'InferredCov15', 'InferredCov16', 'InferredCov17', 'InferredCov18',\n",
    "                   'InferredCov19', 'InferredCov20', 'InferredCov21', 'InferredCov22',\n",
    "                   'InferredCov23', 'InferredCov24', 'InferredCov25', 'InferredCov26',\n",
    "                   'InferredCov27', 'InferredCov28', 'InferredCov29', 'InferredCov30',\n",
    "                   'InferredCov31', 'InferredCov32', 'InferredCov33', 'InferredCov34',\n",
    "                   'InferredCov35', 'InferredCov36', 'InferredCov37', 'InferredCov38',\n",
    "                   'InferredCov39', 'InferredCov40', 'InferredCov41', 'InferredCov42',\n",
    "                   'InferredCov43', 'InferredCov44', 'InferredCov45', 'InferredCov46',\n",
    "                   'InferredCov47', 'InferredCov48', 'InferredCov49', 'InferredCov50',\n",
    "                   'InferredCov51', 'InferredCov52', 'InferredCov53', 'InferredCov54',\n",
    "                   'InferredCov55', 'InferredCov56', 'InferredCov57', 'InferredCov58',\n",
    "                   'InferredCov59', 'InferredCov60', 'pcr','platform', 'sex', 'read_depth'] \n",
    "        \n",
    "        \n",
    "xcell_covariates = ['Adipocytes', 'Astrocytes', 'B-cells', 'Basophils', 'CD4+ T-cells', 'CD4+ Tcm', \n",
    "                    'CD4+ Tem', 'CD4+ memory T-cells', 'CD4+ naive T-cells', 'CD8+ T-cells', 'CD8+ Tcm', \n",
    "                    'CD8+ Tem', 'CD8+ naive T-cells', 'CLP', 'CMP', 'Chondrocytes', \n",
    "                    'Class-switched memory B-cells', 'DC', 'Endothelial cells', 'Eosinophils', \n",
    "                    'Epithelial cells', 'Erythrocytes', 'Fibroblasts', 'GMP', 'HSC', 'Hepatocytes', \n",
    "                    'ImmuneScore', 'Keratinocytes', 'MEP', 'MPP', 'MSC', 'Macrophages', 'Macrophages M1', \n",
    "                    'Macrophages M2', 'Mast cells', 'Megakaryocytes', 'Melanocytes', 'Memory B-cells', \n",
    "                    'Mesangial cells', 'MicroenvironmentScore', 'Monocytes', 'Myocytes', 'NK cells', 'NKT', \n",
    "                    'Neurons', 'Neutrophils', 'Osteoblast', 'Pericytes', 'Plasma cells', 'Platelets', \n",
    "                    'Preadipocytes', 'Sebocytes', 'Skeletal muscle', 'Smooth muscle', 'StromaScore', \n",
    "                    'Tgd cells', 'Th1 cells', 'Th2 cells', 'Tregs', 'aDC', 'cDC', 'iDC', \n",
    "                    'ly Endothelial cells', 'mv Endothelial cells', 'naive B-cells', 'pDC', \n",
    "                    'pro B-cells']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "de430d9d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
